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Related Questions
- What are the key differences between entropy, margin, and logit variance in uncertainty metrics for dialogue applications?
- How does entropy-based uncertainty sampling compare to margin-based uncertainty sampling in terms of sample efficiency and accuracy in dialogue systems?
- Can you explain the relationship between logit variance and the performance of dialogue systems in uncertain situations?
- What are the potential drawbacks of using logit variance as an uncertainty metric in dialogue applications?
- How does the choice of uncertainty metric affect the adaptability of dialogue systems to changing user preferences and intentions?
- What are the implications of using uncertainty metrics on the overall architecture and design of dialogue systems?
- Can you discuss the trade-offs between using uncertainty metrics, such as entropy and margin, in terms of computational resources and dialogue system performance?
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